Created daily recurring task to ensure continuous improvement of cultural
sensitivity detection system.
Implementation:
- scripts/add-cultural-sensitivity-phase3-reminder.js
- Creates DAILY ScheduledTask in MongoDB
- Appears in session-init every day
- Reminds to review audit logs, identify false positives/negatives
- Update detection patterns based on real-world usage
- Document findings in CULTURAL_SENSITIVITY_REFINEMENTS.md
Task Details:
- Title: "DAILY: Cultural Sensitivity Phase 3 - Learning & Refinement"
- Recurrence: daily
- Priority: MEDIUM
- Category: governance
- Shows in session-init daily until dismissed/completed
Review Workflow:
1. Check PluralisticDeliberationOrchestrator audit logs
2. Analyze flagged content vs. human decisions
3. Identify pattern improvements needed
4. Update assessCulturalSensitivity() if needed
5. Monitor success metrics (< 10% false positives, < 5% false negatives)
User request: "ensure we are reminded of phase 3 daily until further notice"
Next session will show this reminder in session-init output.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
